Enterprise AI that
actually ships
We design and deploy agentic AI systems for enterprises. Strategy, architecture, and implementation from experienced practitioners who have built production systems at scale.
From proof-of-concept to production deployment. No slide decks, no vaporware—working software that transforms operations.
Made for complex problems
Every engagement is tailored to your specific context. We bring deep technical expertise and proven methodologies to help enterprises deploy agentic AI that delivers measurable impact.
Agentic solutions
Real implementations delivering measurable results. Each use case represents patterns we've deployed successfully across enterprises.
Built on foundations
Our name combines K/N notation from machine learning with Markov Decision Processes—the mathematical foundation of modern agentic AI.
We believe in systems that are principled, observable, and reliable. No black boxes, no magic—just sound engineering applied to complex problems.
Work with usDeep technical expertise
Our team has built AI systems at scale across finance, healthcare, and enterprise technology. We understand the nuances of production deployments—from reliability patterns to compliance requirements.
No consulting theater
We write code, deploy systems, and stand behind our implementations. Every engagement ends with working software in production, not slide decks that gather dust.
Enterprise-grade reliability
Observability, error handling, graceful degradation, security controls. We build systems that operations teams can actually maintain and that pass enterprise security reviews.
Knowledge transfer included
We don't create dependencies. Every project includes documentation, training, and hands-on sessions that enable your teams to extend and maintain what we build.
Our approach
A structured methodology that balances speed with quality. Each phase builds on the previous, ensuring we ship systems that work from day one.
Discovery
Deep dive into your operations, data landscape, and strategic objectives. We identify opportunities where agentic AI delivers the highest impact.
Architecture
Design systems with clear interfaces, explicit reasoning paths, and scaling strategies. Every decision is documented and defensible.
Build
Iterative development with production-grade code from day one. Continuous feedback loops ensure alignment with business requirements.
Deploy & Transfer
Launch with comprehensive observability, runbooks, and knowledge transfer. Your team owns the system going forward.
“KNMarkov delivered what other consultancies promised but couldn't ship. Working production systems, not PowerPoint. Their team understood our constraints and built something that actually works at scale.”
Trusted across industries
Ready to build?
Let's discuss how agentic AI can transform your operations. No sales pitch—just a technical conversation about your specific challenges and opportunities.
We typically work with enterprises processing significant volumes, facing complex operational challenges, or looking to build durable AI capabilities.